{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "sys.path.append('../src/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from pathlib import Path\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from src.evaluate_lstm import EvaluateSimpleLSTM, EvaluateLSTMWithAttention\n",
    "from src.utils import get_sequence_data, get_data\n",
    "from src.evaluation_utils import evaluate_on_dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deepmind reference\n",
    "Below are the reference values from DeepMind's experiments for the simple LSTM as well as for the attentional LSTM.\n",
    "\n",
    "_Note:_ These results were obtained visually from the graph in the paper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "res_dm_lstm_inter = {'arithmetic__add_or_sub': 0.875,\n",
    "                     'arithmetic__add_or_sub_in_base': 0.9,\n",
    "                     'arithmetic__add_sub_multiple': .95,\n",
    "                     'arithmetic__mul_div_multiple': .95,\n",
    "                     'arithmetic__nearest_integer_root': .875,\n",
    "                     'arithmetic__mul': 0.45,\n",
    "                     'arithmetic__div': 0.78,\n",
    "                     'arithmetic__simplify_surd':0.16,\n",
    "                     'arithmetic__mixed': 0.62\n",
    "                    }\n",
    "\n",
    "res_dm_att_lstm_inter = {'arithmetic__add_or_sub': 0.875,\n",
    "                         'arithmetic__add_or_sub_in_base': 0.925,\n",
    "                         'arithmetic__add_sub_multiple': .89,\n",
    "                         'arithmetic__mul_div_multiple': .91,\n",
    "                         'arithmetic__nearest_integer_root': .9,\n",
    "                         'arithmetic__mul': 0.55,\n",
    "                         'arithmetic__div': 0.82,\n",
    "                         'arithmetic__simplify_surd':0.08,\n",
    "                         'arithmetic__mixed': 0.4\n",
    "                        }\n",
    "\n",
    "res_dm_lstm_extra = {'arithmetic__add_or_sub_big': 0.3,\n",
    "                     'arithmetic__add_sub_multiple_longer': 0.55,\n",
    "                     'arithmetic__mul_big': .225,\n",
    "                     'arithmetic__mixed_longer': 0.1,\n",
    "                     'arithmetic__mul_div_multiple_longer': 0.55,\n",
    "                     'arithmetic__div_big':0.625\n",
    "                    }\n",
    "\n",
    "res_dm_att_lstm_extra = {'arithmetic__add_or_sub_big': 0.82,\n",
    "                         'arithmetic__add_sub_multiple_longer': 0.22,\n",
    "                         'arithmetic__mul_big': .31,\n",
    "                         'arithmetic__mixed_longer': 0.02,\n",
    "                         'arithmetic__mul_div_multiple_longer': 0.34,\n",
    "                         'arithmetic__div_big':0.64\n",
    "                        }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "job_ids = ['lstm-simple-epoch-1', 'lstm-simple-epoch-2', 'lstm-simple-epoch-3']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_path = Path('../src/models/'  + job_ids[0])\n",
    "settings_dict, input_texts, target_texts = get_data(model_path/'settings.json')\n",
    "data_gen_pars, _, _ = get_sequence_data(settings_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "### Simple LSTM (1-3 epochs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCH 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCH 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCH 3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for epoch, job_id in enumerate(job_ids):\n",
    "    model_path = Path('../src/models/'  + job_id)\n",
    "    lstm_eval = EvaluateSimpleLSTM(model_path, data_gen_pars)\n",
    "    print('EPOCH', epoch+1)\n",
    "    exp_name = 'LSTM (%i epochs)' % (epoch+1)\n",
    "    res, res_dm = evaluate_on_dataset(lstm_eval, input_texts, target_texts, \n",
    "                                      ['DeepMind LSTM (12 epochs)', exp_name],\n",
    "                                      res_dm_lstm_inter, test_set='interpolate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCH 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCH 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCH 3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for epoch, job_id in job_ids.items():\n",
    "    model_path = Path('../src/models/'  + job_id)\n",
    "    lstm_eval = EvaluateSimpleLSTM(model_path, data_gen_pars)\n",
    "    print('EPOCH', epoch)\n",
    "    exp_name = 'LSTM (%i epochs)' % epoch\n",
    "    res, res_dm = evaluate_on_dataset(lstm_eval, input_texts, target_texts, \n",
    "                                      ['DeepMind LSTM (12 epochs)', exp_name],\n",
    "                                      res_dm_lstm_extra, test_set='extrapolate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We can also test an indiviual string:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'-6'"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lstm_eval.predict_on_string('1 / 1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Attentional LSTM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "job_ids = ['lstm-attention-epoch-1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_path = Path('../src/models/'  + job_ids[0])\n",
    "settings_dict, input_texts, target_texts = get_data(model_path/'settings.json')\n",
    "data_gen_pars, _, _ = get_sequence_data(settings_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCH 0\n",
      "19/19 [==============================] - 33s 2s/step - loss: 14.4778 - exact_match_metric: 0.0175\n",
      "19/19 [==============================] - 28s 1s/step - loss: 1.3228 - exact_match_metric: 0.3487\n",
      "19/19 [==============================] - 28s 1s/step - loss: 22.4522 - exact_match_metric: 3.1144e-04\n",
      "19/19 [==============================] - 28s 1s/step - loss: 20.7228 - exact_match_metric: 0.0017\n",
      "19/19 [==============================] - 28s 1s/step - loss: 4.0181 - exact_match_metric: 0.0079\n",
      "19/19 [==============================] - 28s 1s/step - loss: 7.0051 - exact_match_metric: 0.0026\n",
      "19/19 [==============================] - 28s 1s/step - loss: 6.1846 - exact_match_metric: 0.0034\n",
      "19/19 [==============================] - 28s 1s/step - loss: 25.4130 - exact_match_metric: 5.1011e-04\n",
      "19/19 [==============================] - 28s 1s/step - loss: 6.2805 - exact_match_metric: 0.0119\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for epoch, job_id in enumerate(job_ids):\n",
    "    model_path = Path('../src/models/'  + job_id)\n",
    "    lstm_eval = EvaluateLSTMWithAttention(model_path)\n",
    "    print('EPOCH', epoch + 1)\n",
    "    exp_name = 'LSTM (%i epochs)' % (epoch+1)\n",
    "    res, res_dm = evaluate_on_dataset(lstm_eval, input_texts, target_texts, \n",
    "                                      ['DeepMind LSTM (12 epochs)', exp_name],\n",
    "                                      res_dm_att_lstm_inter, test_set='interpolate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCH 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for epoch, job_id in enumerate(job_ids):\n",
    "    model_path = Path('../src/models/'  + job_id)\n",
    "    lstm_eval = EvaluateLSTMWithAttention(model_path)\n",
    "    print('EPOCH', epoch+1)\n",
    "    exp_name = 'LSTM (%i epochs)' % (epoch+1)\n",
    "    res, res_dm = evaluate_on_dataset(lstm_eval, input_texts, target_texts, \n",
    "                                      ['DeepMind LSTM (12 epochs)', exp_name],\n",
    "                                      res_dm_att_lstm_extra, test_set='extrapolate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
